Dataset statistics
| Number of variables | 10 |
|---|---|
| Number of observations | 836 |
| Missing cells | 313 |
| Missing cells (%) | 3.7% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 65.4 KiB |
| Average record size in memory | 80.2 B |
Variable types
| Numeric | 9 |
|---|---|
| Categorical | 1 |
Brand me has a high cardinality: 427 distinct values | High cardinality |
Ratings is highly correlated with Mobile_Size and 2 other fields | High correlation |
ROM is highly correlated with Mobile_Size and 1 other fields | High correlation |
Mobile_Size is highly correlated with Ratings and 3 other fields | High correlation |
Battery_Power is highly correlated with Ratings and 2 other fields | High correlation |
Price is highly correlated with Ratings and 3 other fields | High correlation |
Ratings is highly correlated with Mobile_Size and 1 other fields | High correlation |
Mobile_Size is highly correlated with Ratings and 1 other fields | High correlation |
Price is highly correlated with Ratings and 1 other fields | High correlation |
Ratings is highly correlated with ROM and 4 other fields | High correlation |
ROM is highly correlated with Ratings and 2 other fields | High correlation |
Mobile_Size is highly correlated with Ratings and 2 other fields | High correlation |
Primary_Cam is highly correlated with Ratings | High correlation |
Battery_Power is highly correlated with Ratings and 2 other fields | High correlation |
Price is highly correlated with Ratings | High correlation |
Ratings has 31 (3.7%) missing values | Missing |
Selfi_Cam has 269 (32.2%) missing values | Missing |
Unnamed: 0 is uniformly distributed | Uniform |
Unnamed: 0 has unique values | Unique |
Reproduction
| Analysis started | 2022-02-17 02:31:46.357099 |
|---|---|
| Analysis finished | 2022-02-17 02:32:00.440622 |
| Duration | 14.08 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 836 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 417.5 |
| Minimum | 0 |
|---|---|
| Maximum | 835 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 41.75 |
| Q1 | 208.75 |
| median | 417.5 |
| Q3 | 626.25 |
| 95-th percentile | 793.25 |
| Maximum | 835 |
| Range | 835 |
| Interquartile range (IQR) | 417.5 |
Descriptive statistics
| Standard deviation | 241.476707 |
|---|---|
| Coefficient of variation (CV) | 0.578387322 |
| Kurtosis | -1.2 |
| Mean | 417.5 |
| Median Absolute Deviation (MAD) | 209 |
| Skewness | 0 |
| Sum | 349030 |
| Variance | 58311 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 835 | 1 | 0.1% |
| 312 | 1 | 0.1% |
| 284 | 1 | 0.1% |
| 283 | 1 | 0.1% |
| 282 | 1 | 0.1% |
| 281 | 1 | 0.1% |
| 280 | 1 | 0.1% |
| 279 | 1 | 0.1% |
| 278 | 1 | 0.1% |
| 277 | 1 | 0.1% |
| Other values (826) | 826 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 835 | 1 | |
| 834 | 1 | |
| 833 | 1 | |
| 832 | 1 | |
| 831 | 1 | |
| 830 | 1 | |
| 829 | 1 | |
| 828 | 1 | |
| 827 | 1 | |
| 826 | 1 |
| Distinct | 427 |
|---|---|
| Distinct (%) | 51.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.7 KiB |
| Kechaoda A27 | 11 |
|---|---|
| Jivi R21Plus | 8 |
| Easyfone Star | 8 |
| Lava 34 | 8 |
| MTR Ferrari | 7 |
| Other values (422) |
Length
| Max length | 45 |
|---|---|
| Median length | 17 |
| Mean length | 20.89593301 |
| Min length | 6 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 212 ? |
|---|---|
| Unique (%) | 25.4% |
Sample
| 1st row | LG V30+ (Black, 128 ) |
|---|---|
| 2nd row | I Kall K11 |
| 3rd row | Nokia 105 ss |
| 4th row | Samsung Galaxy A50 (White, 64 ) |
| 5th row | POCO F1 (Steel Blue, 128 ) |
Common Values
| Value | Count | Frequency (%) |
| Kechaoda A27 | 11 | 1.3% |
| Jivi R21Plus | 8 | 1.0% |
| Easyfone Star | 8 | 1.0% |
| Lava 34 | 8 | 1.0% |
| MTR Ferrari | 7 | 0.8% |
| Nokia 3310 DS | 6 | 0.7% |
| I Kall K11 | 6 | 0.7% |
| Nokia 105 | 6 | 0.7% |
| Snexian Guru 332 | 6 | 0.7% |
| Inovu A9 | 6 | 0.7% |
| Other values (417) | 764 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 359 | 9.8% | |
| 128 | 135 | 3.7% |
| black | 111 | 3.0% |
| 64 | 95 | 2.6% |
| pro | 82 | 2.2% |
| blue | 72 | 2.0% |
| samsung | 70 | 1.9% |
| i | 62 | 1.7% |
| kall | 61 | 1.7% |
| galaxy | 60 | 1.6% |
| Other values (494) | 2551 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 20 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 31 |
| Missing (%) | 3.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.10310559 |
| Minimum | 2.8 |
|---|---|
| Maximum | 4.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 2.8 |
|---|---|
| 5-th percentile | 3.5 |
| Q1 | 3.8 |
| median | 4.1 |
| Q3 | 4.4 |
| 95-th percentile | 4.6 |
| Maximum | 4.8 |
| Range | 2 |
| Interquartile range (IQR) | 0.6 |
Descriptive statistics
| Standard deviation | 0.3653564947 |
|---|---|
| Coefficient of variation (CV) | 0.08904389289 |
| Kurtosis | -0.2700665768 |
| Mean | 4.10310559 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.5191798924 |
| Sum | 3303 |
| Variance | 0.1334853682 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 4.5 | 109 | |
| 4.1 | 97 | |
| 4.4 | 91 | |
| 3.9 | 74 | |
| 4.3 | 72 | |
| 3.8 | 63 | |
| 4.2 | 58 | |
| 4 | 43 | 5.1% |
| 3.7 | 36 | 4.3% |
| 3.6 | 34 | 4.1% |
| Other values (10) | 128 |
| Value | Count | Frequency (%) |
| 2.8 | 2 | 0.2% |
| 3 | 4 | 0.5% |
| 3.1 | 1 | 0.1% |
| 3.2 | 3 | 0.4% |
| 3.3 | 2 | 0.2% |
| 3.4 | 27 | |
| 3.5 | 32 | |
| 3.6 | 34 | |
| 3.7 | 36 | |
| 3.8 | 63 |
| Value | Count | Frequency (%) |
| 4.8 | 1 | 0.1% |
| 4.7 | 25 | 3.0% |
| 4.6 | 31 | 3.7% |
| 4.5 | 109 | |
| 4.4 | 91 | |
| 4.3 | 72 | |
| 4.2 | 58 | |
| 4.1 | 97 | |
| 4 | 43 | 5.1% |
| 3.9 | 74 |
RAM
Real number (ℝ≥0)
| Distinct | 13 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 7 |
| Missing (%) | 0.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.066344994 |
| Minimum | 0 |
|---|---|
| Maximum | 34 |
| Zeros | 2 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 6 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 34 |
| Range | 34 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2.530335523 |
|---|---|
| Coefficient of variation (CV) | 0.4171103894 |
| Kurtosis | 30.67203564 |
| Mean | 6.066344994 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.267384882 |
| Sum | 5029 |
| Variance | 6.402597857 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 6 | 430 | |
| 8 | 158 | 18.9% |
| 4 | 113 | 13.5% |
| 3 | 40 | 4.8% |
| 12 | 31 | 3.7% |
| 2 | 21 | 2.5% |
| 1 | 20 | 2.4% |
| 10 | 7 | 0.8% |
| 5 | 4 | 0.5% |
| 0 | 2 | 0.2% |
| Other values (3) | 3 | 0.4% |
| (Missing) | 7 | 0.8% |
| Value | Count | Frequency (%) |
| 0 | 2 | 0.2% |
| 1 | 20 | 2.4% |
| 2 | 21 | 2.5% |
| 3 | 40 | 4.8% |
| 4 | 113 | 13.5% |
| 5 | 4 | 0.5% |
| 6 | 430 | |
| 8 | 158 | 18.9% |
| 10 | 7 | 0.8% |
| 12 | 31 | 3.7% |
| Value | Count | Frequency (%) |
| 34 | 1 | 0.1% |
| 30 | 1 | 0.1% |
| 25 | 1 | 0.1% |
| 12 | 31 | 3.7% |
| 10 | 7 | 0.8% |
| 8 | 158 | 18.9% |
| 6 | 430 | |
| 5 | 4 | 0.5% |
| 4 | 113 | 13.5% |
| 3 | 40 | 4.8% |
| Distinct | 22 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 4 |
| Missing (%) | 0.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.37307692 |
| Minimum | 0 |
|---|---|
| Maximum | 256 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 16 |
| Q1 | 32 |
| median | 40 |
| Q3 | 64 |
| 95-th percentile | 128 |
| Maximum | 256 |
| Range | 256 |
| Interquartile range (IQR) | 32 |
Descriptive statistics
| Standard deviation | 53.44782488 |
|---|---|
| Coefficient of variation (CV) | 0.8302822769 |
| Kurtosis | 4.103707674 |
| Mean | 64.37307692 |
| Median Absolute Deviation (MAD) | 24 |
| Skewness | 1.932462432 |
| Sum | 53558.4 |
| Variance | 2856.669984 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 32 | 316 | |
| 64 | 236 | |
| 128 | 142 | |
| 256 | 33 | 3.9% |
| 16 | 29 | 3.5% |
| 4 | 25 | 3.0% |
| 24 | 14 | 1.7% |
| 25 | 10 | 1.2% |
| 3 | 3 | 0.4% |
| 40 | 3 | 0.4% |
| Other values (12) | 21 | 2.5% |
| (Missing) | 4 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.1% |
| 2 | 1 | 0.1% |
| 2.4 | 1 | 0.1% |
| 3 | 3 | 0.4% |
| 4 | 25 | |
| 8 | 3 | 0.4% |
| 10 | 1 | 0.1% |
| 12 | 3 | 0.4% |
| 15 | 1 | 0.1% |
| 16 | 29 |
| Value | Count | Frequency (%) |
| 256 | 33 | 3.9% |
| 128 | 142 | |
| 64 | 236 | |
| 56 | 2 | 0.2% |
| 51 | 1 | 0.1% |
| 40 | 3 | 0.4% |
| 35 | 3 | 0.4% |
| 32 | 316 | |
| 25 | 10 | 1.2% |
| 24 | 14 | 1.7% |
| Distinct | 47 |
|---|---|
| Distinct (%) | 5.6% |
| Missing | 2 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.597281775 |
| Minimum | 2 |
|---|---|
| Maximum | 44 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 4.4 |
| Q1 | 4.5 |
| median | 4.77 |
| Q3 | 6.3 |
| 95-th percentile | 6.67 |
| Maximum | 44 |
| Range | 42 |
| Interquartile range (IQR) | 1.8 |
Descriptive statistics
| Standard deviation | 3.89866446 |
|---|---|
| Coefficient of variation (CV) | 0.6965281751 |
| Kurtosis | 88.06812246 |
| Mean | 5.597281775 |
| Median Absolute Deviation (MAD) | 0.27 |
| Skewness | 9.182997701 |
| Sum | 4668.133 |
| Variance | 15.19958457 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=47)
| Value | Count | Frequency (%) |
| 4.5 | 189 | |
| 4.54 | 143 | |
| 4.77 | 57 | 6.8% |
| 6.5 | 37 | 4.4% |
| 6.7 | 28 | 3.3% |
| 6.4 | 24 | 2.9% |
| 4.4 | 23 | 2.8% |
| 6.2 | 23 | 2.8% |
| 5.5 | 19 | 2.3% |
| 6.44 | 19 | 2.3% |
| Other values (37) | 272 |
| Value | Count | Frequency (%) |
| 2 | 9 | 1.1% |
| 3.7 | 15 | 1.8% |
| 4.4 | 23 | 2.8% |
| 4.5 | 189 | |
| 4.503 | 1 | 0.1% |
| 4.52 | 3 | 0.4% |
| 4.54 | 143 | |
| 4.57 | 2 | 0.2% |
| 4.58 | 13 | 1.6% |
| 4.7 | 18 | 2.2% |
| Value | Count | Frequency (%) |
| 44 | 8 | 1.0% |
| 7 | 2 | 0.2% |
| 6.7 | 28 | |
| 6.67 | 13 | 1.6% |
| 6.6 | 4 | 0.5% |
| 6.59 | 4 | 0.5% |
| 6.55 | 4 | 0.5% |
| 6.53 | 11 | 1.3% |
| 6.52 | 2 | 0.2% |
| 6.5 | 37 |
| Distinct | 11 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.98325359 |
| Minimum | 5 |
|---|---|
| Maximum | 64 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 35 |
| Q1 | 48 |
| median | 48 |
| Q3 | 48 |
| 95-th percentile | 64 |
| Maximum | 64 |
| Range | 59 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 11.17009296 |
|---|---|
| Coefficient of variation (CV) | 0.2327914871 |
| Kurtosis | 1.506861361 |
| Mean | 47.98325359 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.6192262891 |
| Sum | 40114 |
| Variance | 124.7709767 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 48 | 458 | |
| 64 | 183 | 21.9% |
| 35 | 83 | 9.9% |
| 38 | 72 | 8.6% |
| 25 | 11 | 1.3% |
| 8 | 9 | 1.1% |
| 16 | 6 | 0.7% |
| 20 | 5 | 0.6% |
| 26 | 4 | 0.5% |
| 40 | 3 | 0.4% |
| Value | Count | Frequency (%) |
| 5 | 2 | 0.2% |
| 8 | 9 | 1.1% |
| 16 | 6 | 0.7% |
| 20 | 5 | 0.6% |
| 25 | 11 | 1.3% |
| 26 | 4 | 0.5% |
| 35 | 83 | 9.9% |
| 38 | 72 | 8.6% |
| 40 | 3 | 0.4% |
| 48 | 458 |
| Value | Count | Frequency (%) |
| 64 | 183 | 21.9% |
| 48 | 458 | |
| 40 | 3 | 0.4% |
| 38 | 72 | 8.6% |
| 35 | 83 | 9.9% |
| 26 | 4 | 0.5% |
| 25 | 11 | 1.3% |
| 20 | 5 | 0.6% |
| 16 | 6 | 0.7% |
| 8 | 9 | 1.1% |
| Distinct | 23 |
|---|---|
| Distinct (%) | 4.1% |
| Missing | 269 |
| Missing (%) | 32.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.784832451 |
| Minimum | 0 |
|---|---|
| Maximum | 61 |
| Zeros | 5 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 8 |
| Q3 | 13 |
| 95-th percentile | 20 |
| Maximum | 61 |
| Range | 61 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 6.503838165 |
|---|---|
| Coefficient of variation (CV) | 0.6646856957 |
| Kurtosis | 7.3009124 |
| Mean | 9.784832451 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.621974765 |
| Sum | 5548 |
| Variance | 42.29991088 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 8 | 114 | |
| 5 | 100 | 12.0% |
| 12 | 80 | 9.6% |
| 13 | 66 | 7.9% |
| 2 | 60 | 7.2% |
| 20 | 31 | 3.7% |
| 1 | 21 | 2.5% |
| 15 | 20 | 2.4% |
| 32 | 9 | 1.1% |
| 16 | 9 | 1.1% |
| Other values (13) | 57 | 6.8% |
| (Missing) | 269 |
| Value | Count | Frequency (%) |
| 0 | 5 | 0.6% |
| 1 | 21 | 2.5% |
| 2 | 60 | |
| 4 | 1 | 0.1% |
| 5 | 100 | |
| 6 | 1 | 0.1% |
| 7 | 9 | 1.1% |
| 8 | 114 | |
| 10 | 2 | 0.2% |
| 11 | 8 | 1.0% |
| Value | Count | Frequency (%) |
| 61 | 1 | 0.1% |
| 32 | 9 | 1.1% |
| 23 | 7 | 0.8% |
| 22 | 7 | 0.8% |
| 21 | 3 | 0.4% |
| 20 | 31 | |
| 18 | 5 | 0.6% |
| 17 | 1 | 0.1% |
| 16 | 9 | 1.1% |
| 15 | 20 |
| Distinct | 49 |
|---|---|
| Distinct (%) | 5.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3274.688995 |
| Minimum | 1020 |
|---|---|
| Maximum | 6000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 1020 |
|---|---|
| 5-th percentile | 1200 |
| Q1 | 3000 |
| median | 3000 |
| Q3 | 3800 |
| 95-th percentile | 4720 |
| Maximum | 6000 |
| Range | 4980 |
| Interquartile range (IQR) | 800 |
Descriptive statistics
| Standard deviation | 927.5188518 |
|---|---|
| Coefficient of variation (CV) | 0.2832387604 |
| Kurtosis | 0.5782028642 |
| Mean | 3274.688995 |
| Median Absolute Deviation (MAD) | 500 |
| Skewness | -0.2445574256 |
| Sum | 2737640 |
| Variance | 860291.2205 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) |
| 3000 | 272 | |
| 3500 | 123 | |
| 3800 | 100 | 12.0% |
| 4700 | 48 | 5.7% |
| 2500 | 38 | 4.5% |
| 5000 | 33 | 3.9% |
| 1750 | 30 | 3.6% |
| 1050 | 19 | 2.3% |
| 2800 | 19 | 2.3% |
| 1200 | 17 | 2.0% |
| Other values (39) | 137 |
| Value | Count | Frequency (%) |
| 1020 | 4 | 0.5% |
| 1050 | 19 | |
| 1080 | 4 | 0.5% |
| 1100 | 1 | 0.1% |
| 1200 | 17 | |
| 1500 | 3 | 0.4% |
| 1550 | 7 | 0.8% |
| 1750 | 30 | |
| 1900 | 5 | 0.6% |
| 2000 | 7 | 0.8% |
| Value | Count | Frequency (%) |
| 6000 | 6 | 0.7% |
| 5000 | 33 | |
| 4900 | 1 | 0.1% |
| 4780 | 2 | 0.2% |
| 4700 | 48 | |
| 4600 | 1 | 0.1% |
| 4550 | 1 | 0.1% |
| 4440 | 8 | 1.0% |
| 4300 | 1 | 0.1% |
| 4230 | 11 | 1.3% |
| Distinct | 253 |
|---|---|
| Distinct (%) | 30.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18220.34689 |
| Minimum | 479 |
|---|---|
| Maximum | 573000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 479 |
|---|---|
| 5-th percentile | 649 |
| Q1 | 984.75 |
| median | 1697 |
| Q3 | 18999 |
| 95-th percentile | 56999 |
| Maximum | 573000 |
| Range | 572521 |
| Interquartile range (IQR) | 18014.25 |
Descriptive statistics
| Standard deviation | 52805.55022 |
|---|---|
| Coefficient of variation (CV) | 2.898163824 |
| Kurtosis | 83.99596667 |
| Mean | 18220.34689 |
| Median Absolute Deviation (MAD) | 1055 |
| Skewness | 8.505928436 |
| Sum | 15232210 |
| Variance | 2788426134 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 649 | 32 | 3.8% |
| 1199 | 19 | 2.3% |
| 799 | 19 | 2.3% |
| 1099 | 17 | 2.0% |
| 1299 | 15 | 1.8% |
| 24999 | 14 | 1.7% |
| 1349 | 14 | 1.7% |
| 599 | 12 | 1.4% |
| 749 | 11 | 1.3% |
| 18999 | 11 | 1.3% |
| Other values (243) | 672 |
| Value | Count | Frequency (%) |
| 479 | 1 | 0.1% |
| 539 | 1 | 0.1% |
| 559 | 1 | 0.1% |
| 595 | 1 | 0.1% |
| 599 | 12 | 1.4% |
| 629 | 6 | 0.7% |
| 639 | 10 | 1.2% |
| 645 | 1 | 0.1% |
| 649 | 32 | |
| 650 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 573000 | 4 | |
| 563000 | 2 | 0.2% |
| 253000 | 1 | 0.1% |
| 153000 | 1 | 0.1% |
| 140300 | 5 | |
| 121300 | 2 | 0.2% |
| 117100 | 6 | |
| 112450 | 1 | 0.1% |
| 106600 | 2 | 0.2% |
| 103000 | 1 | 0.1% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| Unnamed: 0 | Brand me | Ratings | RAM | ROM | Mobile_Size | Primary_Cam | Selfi_Cam | Battery_Power | Price | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | LG V30+ (Black, 128 ) | 4.3 | 4.0 | 128.0 | 6.00 | 48 | 13.0 | 4000 | 24999 |
| 1 | 1 | I Kall K11 | 3.4 | 6.0 | 64.0 | 4.50 | 48 | 12.0 | 4000 | 15999 |
| 2 | 2 | Nokia 105 ss | 4.3 | 4.0 | 4.0 | 4.50 | 64 | 16.0 | 4000 | 15000 |
| 3 | 3 | Samsung Galaxy A50 (White, 64 ) | 4.4 | 6.0 | 64.0 | 6.40 | 48 | 15.0 | 3800 | 18999 |
| 4 | 4 | POCO F1 (Steel Blue, 128 ) | 4.5 | 6.0 | 128.0 | 6.18 | 35 | 15.0 | 3800 | 18999 |
| 5 | 5 | Apple iPhone 11 Pro (Space Grey, 512 ) | 4.7 | 8.0 | 128.0 | 5.80 | 35 | 12.0 | 5000 | 140300 |
| 6 | 6 | Samsung Galaxy A70s (Prism Crush Red, 128 ) | 4.4 | 8.0 | 128.0 | 6.70 | 64 | 5.0 | 4700 | 29999 |
| 7 | 7 | Samsung Galaxy S10 Lite (Prism Blue, 512 ) | 4.5 | 8.0 | 128.0 | 6.70 | 48 | 12.0 | 4700 | 47999 |
| 8 | 8 | OPPO A9 (Marble Green, 128 ) | 4.4 | 4.0 | 128.0 | 6.53 | 48 | 2.0 | 4020 | 16490 |
| 9 | 9 | POCO F1 (Graphite Black, 256 ) | 4.5 | 8.0 | 256.0 | 6.18 | 35 | 5.0 | 3800 | 22999 |
Last rows
| Unnamed: 0 | Brand me | Ratings | RAM | ROM | Mobile_Size | Primary_Cam | Selfi_Cam | Battery_Power | Price | |
|---|---|---|---|---|---|---|---|---|---|---|
| 826 | 826 | Easyfone Amico | 3.5 | 6.0 | 32.0 | 4.52 | 48 | NaN | 3500 | 2599 |
| 827 | 827 | Apple iPhone 11 Pro Max (Gold, 64 ) | 4.7 | 8.0 | 64.0 | 6.50 | 35 | 12.0 | 3500 | 117100 |
| 828 | 828 | Samsung Galaxy S8 Plus (Midnight Black, 64 ) | 4.6 | 4.0 | 64.0 | 6.20 | 35 | 8.0 | 3500 | 53990 |
| 829 | 829 | Black Shark 2 (Shadow Black, 128 ) | 4.4 | 6.0 | 128.0 | 6.39 | 48 | 12.0 | 3800 | 31999 |
| 830 | 830 | InFocus Vibe 1 | 3.6 | 6.0 | 32.0 | 4.50 | 48 | NaN | 3000 | 898 |
| 831 | 831 | Karbonn K24 Plus Pro | 3.8 | 6.0 | 32.0 | 4.54 | 48 | 12.0 | 2800 | 1299 |
| 832 | 832 | InFocus POWER 2 | 4.1 | 8.0 | 64.0 | 4.54 | 64 | NaN | 2500 | 1390 |
| 833 | 833 | Alcatel 5V (Spectrum Blue, 32 ) | 4.4 | 3.0 | 32.0 | 6.20 | 48 | 1.0 | 3800 | 9790 |
| 834 | 834 | JIVI JV 12M | 3.7 | 10.0 | 32.0 | 4.50 | 64 | NaN | 3500 | 799 |
| 835 | 835 | Blacear B5 Grip | 3.5 | 6.0 | 32.0 | 4.50 | 64 | 15.0 | 1050 | 799 |